Who’s Afraid of ANOVA? Dr. Ron Tibben-Lembke
Comparing Batteries Brand ObservationABC
Brand ObsABC Average = Count444
Sum of Squares Compute average for each group For each data point, (data value – group average)^2 Sum these squared values
Sum of Squares Within Groups Brand ObsABC 1 ( ) 2 ( ) 2 ( ) 2 2 ( ) 2 (95-100) 2 ( ) 2 3 ( ) 2 ( ) 2 ( ) 2 4 ( ) 2 (82-100) 2 ( ) 2 SS11, =12,093
Sum of Squares-Total Brand ObsABC 1 ( ) 2 ( ) 2 ( ) 2 2 ( ) 2 ( ) 2 ( ) 2 3 ( ) 2 ( ) 2 ( ) 2 4 ( ) 2 ( ) 2 ( ) 2 SS338,61573,35892,012503,985
So Far: Total Sum of Squares: 503, Within Groups:12,093 Between Groups:
Computing F statistic Total number of degrees of freedom = number of samples - 1 = 12-1 = 11 There are 3 groups, so ‘between groups’ Degrees of Freedom = 3 – 1 = 2 Within Groups DF = 11 – 2 = 9
Computing F statistic Source of Var. SSdfMSF Between491, , Within12, Total503,
Look up F critical Value
Significant? Compare F statistic: F critical value: Yes! The difference is significant! For alpha=0.01, Fcrit = P value = 5.13x10 -8 = probability not significant